{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Matplotlib图鉴——进阶折线图\n",
    "\n",
    "## 公众号：可视化图鉴"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "3.3.3\n",
      "1.2.0\n",
      "1.19.4\n"
     ]
    }
   ],
   "source": [
    "import matplotlib\n",
    "print(matplotlib.__version__) #查看Matplotlib版本\n",
    "import pandas as pd\n",
    "print(pd.__version__) #查看pandas版本\n",
    "import numpy as np\n",
    "print(np.__version__) #查看numpy版本\n",
    "import matplotlib.pyplot as plt \n",
    "plt.rcParams['font.sans-serif'] = ['STHeiti'] #设置中文"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "注意，代码在以下环境全部通过测试:\n",
    "- Python 3.7.1\n",
    "- Matplotlib == 3.3.3\n",
    "- pandas == 1.2.0\n",
    "- numpy == 1.19.4\n",
    "\n",
    "因版本不同，可能会有部分语法差异，如有报错，请先检查拼写及版本是否一致！"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 进阶折线图  - 增加置信域"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 648x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "N = 21\n",
    "x = np.linspace(0, 10, 11)\n",
    "y = np.array([3.9, 4.4, 10.8, 10.3, 11.2, 13.1, 14.1, 9.9, 13.9, 15.1, 12.5])\n",
    "\n",
    "# 拟合一条曲线\n",
    "a, b = np.polyfit(x, y, deg = 1)\n",
    "y_est = a * x + b # 拟合一次方程\n",
    "\n",
    "# 残差\n",
    "y_err = x.std() * np.sqrt(1/len(x) +\n",
    "                          (x - x.mean())**2 / np.sum((x - x.mean())**2))\n",
    "\n",
    "\n",
    "fig, ax = plt.subplots(figsize = (9,8))\n",
    "ax.plot(x, y_est, '-')\n",
    "ax.fill_between(x, y_est - y_err, y_est + y_err, alpha=0.3)\n",
    "#ax.plot(x, y, 'o', color='tab:brown')\n",
    "\n",
    "\n",
    "ax.set_xlabel('我是x轴', fontsize = 20)  # Add an x-label to the axes.\n",
    "ax.set_ylabel('我是y轴', fontsize = 20)  # Add a y-label to the axes.\n",
    "ax.set_title(\"我是标题\", fontsize = 20)  # Add a title to the axes.\n",
    "plt.tick_params(labelsize=15)\n",
    "\n",
    "plt.savefig(\"B_10.png\")\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 进阶折线图 - 两组数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x1008 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "from matplotlib import gridspec\n",
    "\n",
    "# Simple data to display in various forms\n",
    "df = pd.read_csv(\"economics.csv\")\n",
    "\n",
    "x = df['date']\n",
    "y1 = df['psavert']\n",
    "y2 = df['unemploy']\n",
    "\n",
    "fig = plt.figure(figsize = (16,14))\n",
    "# set height ratios for sublots\n",
    "gs = gridspec.GridSpec(2, 1, height_ratios=[2, 2]) \n",
    "\n",
    "# the fisrt subplot\n",
    "ax0 = plt.subplot(gs[0])\n",
    "# log scale for axis Y of the first subplot\n",
    "line0, = ax0.plot(x, y1, color='r')\n",
    "ax0.set_xticks(np.arange(0, len(x), 60))\n",
    "ax0.set_xticklabels(x[::60], rotation=90, fontdict={'fontsize':14})\n",
    "\n",
    "#the second subplot\n",
    "# shared axis X\n",
    "ax1 = plt.subplot(gs[1], sharex = ax0)\n",
    "line1, = ax1.plot(x, y2, color='b', linestyle='--')\n",
    "plt.setp(ax0.get_xticklabels(), visible=False)\n",
    "# remove last tick label for the second subplot\n",
    "#yticks = ax1.yaxis.get_major_ticks()\n",
    "#yticks[-1].label1.set_visible(False)\n",
    "\n",
    "\n",
    "# put lened on first subplot\n",
    "ax0.legend((line0, line1), ('red line', 'blue line'), loc='lower left')\n",
    "\n",
    "# remove vertical gap between subplots\n",
    "plt.subplots_adjust(hspace=.0)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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